{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a63c0e19-3902-44ee-9b02-ba7ecfdb5268",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cloud beaver keyboard dolphin crocodile turtle bottle poppy rocket aquarium_fish turtle pine_tree house cockroach train camel rabbit dinosaur girl  squirrel turtle table apple seal  wardrobe tank  television couch cockroach possum keyboard keyboard\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "from useful_tools import *\n",
    "import torch.optim as optim\n",
    "import torch.nn as nn\n",
    "from torch.nn import functional as F\n",
    "from chao_kk import *\n",
    "from torch.optim import lr_scheduler\n",
    "from einops import rearrange\n",
    "\n",
    "\n",
    "\n",
    "batch_size = 32\n",
    "trainloader, testloader, classes = get_dataLoader(batch_size)\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "def imshow(img):\n",
    "    img = img / 2 + 0.5     # unnormalize\n",
    "    npimg = img.numpy()\n",
    "    plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
    "    plt.show()\n",
    "dataiter = iter(trainloader)\n",
    "images, labels = next(dataiter)\n",
    "imshow(torchvision.utils.make_grid(images))\n",
    "print(' '.join(f'{classes[labels[j]]:5s}' for j in range(batch_size)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0a20afd9-e695-4f86-b63b-3c0806770d13",
   "metadata": {},
   "outputs": [],
   "source": [
    "def padding_size(dilation, kernel_size):\n",
    "  return dilation * (kernel_size - 1) // 2\n",
    "\n",
    "def conv3x3(in_channel, out_channel, stride, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 3, stride = stride, padding = padding_size(dilation, 3), bias = False, dilation = dilation)\n",
    "\n",
    "def conv1x1(in_channel, out_channel, stride = 1, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 1, stride = stride, padding = 0, bias = False, dilation = dilation)\n",
    "\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "cc3fa817-b8be-4772-8809-ab82c868cb4a",
   "metadata": {},
   "outputs": [],
   "source": [
    "class CSwinAttention(nn.Module):\n",
    "    def __init__(self, dim, num_heads, window_size, split_size=None):\n",
    "        super(CSwinAttention, self).__init__()\n",
    "        self.dim = dim\n",
    "        self.num_heads = num_heads\n",
    "        self.window_size = window_size\n",
    "        self.split_size = split_size if split_size is not None else window_size\n",
    "\n",
    "        self.qkv = nn.Linear(dim, dim * 3, bias=False)\n",
    "        self.proj = nn.Linear(dim, dim)\n",
    "\n",
    "        self.attention = nn.MultiheadAttention(embed_dim=dim, num_heads=num_heads, batch_first=True)\n",
    "\n",
    "    def forward(self, x):\n",
    "        B, H, W, C = x.shape\n",
    "        x = rearrange(x, 'b h w c -> b (h w) c')\n",
    "        qkv = self.qkv(x).chunk(3, dim=-1)\n",
    "        q, k, v = map(lambda t: rearrange(t, 'b n (h d) -> b h n d', h=self.num_heads), qkv)\n",
    "        \n",
    "        # Window partition\n",
    "        q_windows = q.reshape((B, H // self.window_size, self.window_size, W // self.window_size, self.window_size, -1))\n",
    "        k_windows = k.reshape((B, H // self.window_size, self.window_size, W // self.window_size, self.window_size, -1))\n",
    "        v_windows = v.reshape((B, H // self.window_size, self.window_size, W // self.window_size, self.window_size, -1))\n",
    "\n",
    "        # Attention within each window\n",
    "        attn_output = []\n",
    "        for i in range(H // self.window_size):\n",
    "            for j in range(W // self.window_size):\n",
    "                q_win = q_windows[:, i, :, j, :, :].reshape(B, self.window_size**2, -1)\n",
    "                k_win = k_windows[:, i, :, j, :, :].reshape(B, self.window_size**2, -1)\n",
    "                v_win = v_windows[:, i, :, j, :, :].reshape(B, self.window_size**2, -1)\n",
    "                attn_out, _ = self.attention(q_win, k_win, v_win)\n",
    "                attn_output.append(attn_out.reshape(B, self.window_size, self.window_size, -1))\n",
    "\n",
    "        attn_output = torch.cat([torch.cat(attn_output[i * (W // self.window_size):(i + 1) * (W // self.window_size)], dim=2) for i in range(H // self.window_size)], dim=1)\n",
    "        attn_output = rearrange(attn_output, 'b h w c -> b (h w) c')\n",
    "        attn_output = self.proj(attn_output)\n",
    "        attn_output = rearrange(attn_output, 'b (h w) c -> b h w c', h=H, w=W)\n",
    "        return attn_output\n",
    "\n",
    "class CSwinTransformerBlock(nn.Module):\n",
    "    def __init__(self, dim, num_heads, window_size, mlp_ratio=4.0, dropout=0.0, attention_dropout=0.0):\n",
    "        super(CSwinTransformerBlock, self).__init__()\n",
    "        self.norm1 = nn.LayerNorm(dim)\n",
    "        self.attn = CSwinAttention(dim, num_heads, window_size)\n",
    "        self.norm2 = nn.LayerNorm(dim)\n",
    "        mlp_hidden_dim = int(dim * mlp_ratio)\n",
    "        self.mlp = nn.Sequential(\n",
    "            nn.Linear(dim, mlp_hidden_dim),\n",
    "            nn.GELU(),\n",
    "            nn.Linear(mlp_hidden_dim, dim),\n",
    "            nn.Dropout(dropout)\n",
    "        )\n",
    "\n",
    "    def forward(self, x):\n",
    "        x = x + self.attn(self.norm1(x))\n",
    "        x = x + self.mlp(self.norm2(x))\n",
    "        return x\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "8a1eb695-87a9-4d22-a3f7-b19a22baf1e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "class ResBlock(nn.Module):\n",
    "  def __init__(self, in_channel, out_channel, stride, downsample = None, dilation = 1):\n",
    "    super(ResBlock, self).__init__()\n",
    "    self.conv1 = conv3x3(in_channel, out_channel, stride, dilation)\n",
    "    self.bn1 = nn.BatchNorm2d(out_channel)\n",
    "    self.conv2 = conv3x3(out_channel, out_channel, 1, dilation)\n",
    "    self.bn2 = nn.BatchNorm2d(out_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.downsample = downsample\n",
    "\n",
    "\n",
    "  def forward(self, x):\n",
    "    shortcut = x\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn1(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2(x)\n",
    "    x = self.bn2(x)\n",
    "    if self.downsample != None:\n",
    "      shortcut = self.downsample(shortcut)\n",
    "    x += shortcut\n",
    "    return x\n",
    "\n",
    "class ResNet(nn.Module):\n",
    "  def __init__(self, classes, base_channel = 64):\n",
    "    super(ResNet, self).__init__()\n",
    "    # 老实说，我怕64、128……512通道实在是太慢了，通过base_channel来调节通道。感觉可以设置为16\n",
    "    self.base_channel = base_channel\n",
    "    self.conv1 = conv3x3(3, base_channel, 1)\n",
    "    self.bn = nn.BatchNorm2d(base_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.max_pool = nn.MaxPool2d(kernel_size = 2, stride = 2)\n",
    "      \n",
    "    self.conv2_x = self.init_ResBlock(base_channel * 1, base_channel * 1, stride = 1, block_num = 2, dilation = 1)\n",
    "    self.csblock2 = CSwinTransformerBlock(\n",
    "        dim = base_channel, num_heads = 16, window_size=4, mlp_ratio=4.0, dropout=0.1\n",
    "    )\n",
    "      \n",
    "    self.conv3_x = self.init_ResBlock(base_channel * 1, base_channel * 2, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.csblock3 = CSwinTransformerBlock(\n",
    "        dim = base_channel * 2, num_heads = 16, window_size=4, mlp_ratio=4.0, dropout=0.1\n",
    "    )\n",
    "      \n",
    "    self.conv4_x = self.init_ResBlock(base_channel * 2, base_channel * 4, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.csblock4 = CSwinTransformerBlock(\n",
    "        dim = base_channel * 4, num_heads = 16, window_size=4, mlp_ratio=4.0, dropout=0.1\n",
    "    )\n",
    "      \n",
    "    self.conv5_x = self.init_ResBlock(base_channel * 4, base_channel * 8, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.csblock5 = CSwinTransformerBlock(\n",
    "        dim = base_channel * 8, num_heads = 16, window_size=4, mlp_ratio=4.0, dropout=0.1\n",
    "    )\n",
    "    self.avg = nn.AvgPool2d(kernel_size = 2, stride = 2)\n",
    "    self.fc = nn.Linear(base_channel * 8 * 4, len(classes))\n",
    "\n",
    "  def forward(self, x):\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2_x(x)\n",
    "    x = x.permute(0, 2, 3, 1)\n",
    "    x = self.csblock2(x)\n",
    "    x = x.permute(0, 3, 1, 2)\n",
    "      \n",
    "    x = self.conv3_x(x)\n",
    "    x = x.permute(0, 2, 3, 1)\n",
    "    x = self.csblock3(x)\n",
    "    x = x.permute(0, 3, 1, 2)\n",
    "      \n",
    "    x = self.conv4_x(x)\n",
    "    x = x.permute(0, 2, 3, 1)\n",
    "    x = self.csblock4(x)\n",
    "    x = x.permute(0, 3, 1, 2)\n",
    "      \n",
    "    x = self.conv5_x(x)\n",
    "    x = x.permute(0, 2, 3, 1)\n",
    "    x = self.csblock5(x)\n",
    "    x = x.permute(0, 3, 1, 2)\n",
    "      \n",
    "    x = self.avg(x)\n",
    "    x = x.view(x.size(0), -1)\n",
    "    x = self.fc(x)\n",
    "    return x\n",
    "\n",
    "  def init_ResBlock(self, in_channel, out_channel, stride, block_num, dilation):\n",
    "    downsample = None #这个好东西是用来把特征图宽高缩小的\n",
    "    if stride != 1 or in_channel != out_channel:\n",
    "      # 对于3*3的padding为1的卷积核，如果stride为1的话卷完后特征图宽高是不变的。\n",
    "      # 如果stride是2的话，那么宽高会变成原来的一半。\n",
    "      # 计算：out = (in/2 - 1/2)向下取整 + 1， 也就是in/2 - 1 + 1 = in / 2\n",
    "      downsample = nn.Sequential(\n",
    "                conv3x3(in_channel, out_channel, stride=stride),\n",
    "                nn.BatchNorm2d(out_channel)\n",
    "                )\n",
    "    return nn.Sequential(*[\n",
    "        ResBlock(in_channel, out_channel, stride, downsample = downsample, dilation = dilation) if i == 0 else\n",
    "        ResBlock(out_channel, out_channel, 1, dilation = dilation)\n",
    "        for i in range(block_num)\n",
    "    ])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "1fc55884-0a41-46af-bbb8-bcc55be86d47",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda\n"
     ]
    }
   ],
   "source": [
    "net = ResNet(classes = classes, base_channel = 64).to(device)\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(net.parameters(), lr=0.001, momentum=0.9)\n",
    "#optimizer = optim.Adam(net.parameters(), lr=0.001)\n",
    "print(device)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "48493633-6b18-408a-a0cd-b770da9f40b6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "第 0/24 轮训练\n",
      "----------\n",
      "train 损失: 3.0523 Top-1 准确率: 0.2656 Top-5 准确率: 0.5417\n",
      "val 损失: 2.4995 Top-1 准确率: 0.3674 Top-5 准确率: 0.6684\n",
      "\n",
      "第 1/24 轮训练\n",
      "----------\n",
      "train 损失: 2.0739 Top-1 准确率: 0.4578 Top-5 准确率: 0.7568\n",
      "val 损失: 2.1224 Top-1 准确率: 0.4470 Top-5 准确率: 0.7449\n",
      "\n",
      "第 2/24 轮训练\n",
      "----------\n",
      "train 损失: 1.5725 Top-1 准确率: 0.5736 Top-5 准确率: 0.8455\n",
      "val 损失: 2.0136 Top-1 准确率: 0.4707 Top-5 准确率: 0.7730\n",
      "\n",
      "第 3/24 轮训练\n",
      "----------\n",
      "train 损失: 1.1328 Top-1 准确率: 0.6849 Top-5 准确率: 0.9145\n",
      "val 损失: 1.9927 Top-1 准确率: 0.4884 Top-5 准确率: 0.7772\n",
      "\n",
      "第 4/24 轮训练\n",
      "----------\n",
      "train 损失: 0.6892 Top-1 准确率: 0.8041 Top-5 准确率: 0.9674\n",
      "val 损失: 2.1045 Top-1 准确率: 0.4868 Top-5 准确率: 0.7769\n",
      "\n",
      "第 5/24 轮训练\n",
      "----------\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[12], line 3\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m#loss_record, net = train(trainloader, net, optimizer, criterion, device, epoch_num = 10, save_model = False, testloader = testloader)\u001b[39;00m\n\u001b[1;32m      2\u001b[0m scheduler \u001b[38;5;241m=\u001b[39m lr_scheduler\u001b[38;5;241m.\u001b[39mStepLR(optimizer, step_size\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m50\u001b[39m, gamma\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0.1\u001b[39m)\n\u001b[0;32m----> 3\u001b[0m net, (train_losses, train_top1_accs, train_top5_accs, val_losses, val_top1_accs, val_top5_accs) \u001b[38;5;241m=\u001b[39m \u001b[43mtrain_model\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtrainloader\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnet\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcriterion\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43moptimizer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdevice\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mscheduler\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnum_epochs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m25\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtestloader\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mtestloader\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/deep-learning/FuTong/chao_kk.py:107\u001b[0m, in \u001b[0;36mtrain_model\u001b[0;34m(trainloader, model, criterion, optimizer, device, scheduler, num_epochs, testloader)\u001b[0m\n\u001b[1;32m    105\u001b[0m     \u001b[38;5;66;03m# 只有在训练阶段反向传播+优化\u001b[39;00m\n\u001b[1;32m    106\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m phase \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtrain\u001b[39m\u001b[38;5;124m'\u001b[39m:\n\u001b[0;32m--> 107\u001b[0m         \u001b[43mloss\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbackward\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    108\u001b[0m         optimizer\u001b[38;5;241m.\u001b[39mstep()\n\u001b[1;32m    110\u001b[0m \u001b[38;5;66;03m# 统计\u001b[39;00m\n",
      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/torch/_tensor.py:487\u001b[0m, in \u001b[0;36mTensor.backward\u001b[0;34m(self, gradient, retain_graph, create_graph, inputs)\u001b[0m\n\u001b[1;32m    477\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m has_torch_function_unary(\u001b[38;5;28mself\u001b[39m):\n\u001b[1;32m    478\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m handle_torch_function(\n\u001b[1;32m    479\u001b[0m         Tensor\u001b[38;5;241m.\u001b[39mbackward,\n\u001b[1;32m    480\u001b[0m         (\u001b[38;5;28mself\u001b[39m,),\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    485\u001b[0m         inputs\u001b[38;5;241m=\u001b[39minputs,\n\u001b[1;32m    486\u001b[0m     )\n\u001b[0;32m--> 487\u001b[0m \u001b[43mtorch\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mautograd\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbackward\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    488\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mgradient\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mretain_graph\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcreate_graph\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minputs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minputs\u001b[49m\n\u001b[1;32m    489\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/torch/autograd/__init__.py:200\u001b[0m, in \u001b[0;36mbackward\u001b[0;34m(tensors, grad_tensors, retain_graph, create_graph, grad_variables, inputs)\u001b[0m\n\u001b[1;32m    195\u001b[0m     retain_graph \u001b[38;5;241m=\u001b[39m create_graph\n\u001b[1;32m    197\u001b[0m \u001b[38;5;66;03m# The reason we repeat same the comment below is that\u001b[39;00m\n\u001b[1;32m    198\u001b[0m \u001b[38;5;66;03m# some Python versions print out the first line of a multi-line function\u001b[39;00m\n\u001b[1;32m    199\u001b[0m \u001b[38;5;66;03m# calls in the traceback and some print out the last line\u001b[39;00m\n\u001b[0;32m--> 200\u001b[0m \u001b[43mVariable\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_execution_engine\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun_backward\u001b[49m\u001b[43m(\u001b[49m\u001b[43m  \u001b[49m\u001b[38;5;66;43;03m# Calls into the C++ engine to run the backward pass\u001b[39;49;00m\n\u001b[1;32m    201\u001b[0m \u001b[43m    \u001b[49m\u001b[43mtensors\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mgrad_tensors_\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mretain_graph\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcreate_graph\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minputs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    202\u001b[0m \u001b[43m    \u001b[49m\u001b[43mallow_unreachable\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maccumulate_grad\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "#loss_record, net = train(trainloader, net, optimizer, criterion, device, epoch_num = 10, save_model = False, testloader = testloader)\n",
    "scheduler = lr_scheduler.StepLR(optimizer, step_size=50, gamma=0.1)\n",
    "net, (train_losses, train_top1_accs, train_top5_accs, val_losses, val_top1_accs, val_top5_accs) = train_model(trainloader, net, criterion, optimizer, device, scheduler, num_epochs=25, testloader = testloader)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "de27fec9-b423-4c34-801b-cdbd8b900ee8",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5b42cfa9-4d57-40fd-8d22-928dc18efdbf",
   "metadata": {},
   "outputs": [],
   "source": [
    "def to_cpu_numpy(tensor):\n",
    "    return tensor.cpu().numpy()\n",
    "def to_cpu(list_):\n",
    "    if isinstance(list_, list):\n",
    "        return list(map(to_cpu_numpy,list_))\n",
    "    else:\n",
    "        return to_cpu_numpy(list_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "aee71f6c-d1e2-47b1-9a2a-2846eb96134d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_training_results(train_losses, to_cpu(train_top1_accs), to_cpu(train_top5_accs), val_losses, to_cpu(val_top1_accs), to_cpu(val_top5_accs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b06a3b9d-c02f-4707-8d10-1d87a5a8a9ee",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "with open('baseline.pkl', 'wb') as f:\n",
    "    pickle.dump([\n",
    "        net, (train_losses, train_top1_accs, train_top5_accs, val_losses, val_top1_accs, val_top5_accs)\n",
    "    ], f)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3012910e-a28e-4def-872d-6a46d9e72b64",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1a35b13b-2d28-458b-8b67-27cd3adeaeb3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "6515a9de-44af-4c74-8b34-8e1b7d514b86",
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     "text": [
      "0.5612\n",
      "Accuracy for class: apple is 78.0 %\n",
      "Accuracy for class: aquarium_fish is 68.0 %\n",
      "Accuracy for class: baby  is 42.0 %\n",
      "Accuracy for class: bear  is 26.0 %\n",
      "Accuracy for class: beaver is 38.0 %\n",
      "Accuracy for class: bed   is 51.0 %\n",
      "Accuracy for class: bee   is 61.0 %\n",
      "Accuracy for class: beetle is 59.0 %\n",
      "Accuracy for class: bicycle is 69.0 %\n",
      "Accuracy for class: bottle is 67.0 %\n",
      "Accuracy for class: bowl  is 45.0 %\n",
      "Accuracy for class: boy   is 36.0 %\n",
      "Accuracy for class: bridge is 61.0 %\n",
      "Accuracy for class: bus   is 45.0 %\n",
      "Accuracy for class: butterfly is 49.0 %\n",
      "Accuracy for class: camel is 51.0 %\n",
      "Accuracy for class: can   is 55.0 %\n",
      "Accuracy for class: castle is 79.0 %\n",
      "Accuracy for class: caterpillar is 54.0 %\n",
      "Accuracy for class: cattle is 43.0 %\n",
      "Accuracy for class: chair is 80.0 %\n",
      "Accuracy for class: chimpanzee is 72.0 %\n",
      "Accuracy for class: clock is 50.0 %\n",
      "Accuracy for class: cloud is 77.0 %\n",
      "Accuracy for class: cockroach is 72.0 %\n",
      "Accuracy for class: couch is 47.0 %\n",
      "Accuracy for class: crab  is 54.0 %\n",
      "Accuracy for class: crocodile is 39.0 %\n",
      "Accuracy for class: cup   is 76.0 %\n",
      "Accuracy for class: dinosaur is 55.0 %\n",
      "Accuracy for class: dolphin is 59.0 %\n",
      "Accuracy for class: elephant is 52.0 %\n",
      "Accuracy for class: flatfish is 39.0 %\n",
      "Accuracy for class: forest is 49.0 %\n",
      "Accuracy for class: fox   is 54.0 %\n",
      "Accuracy for class: girl  is 34.0 %\n",
      "Accuracy for class: hamster is 53.0 %\n",
      "Accuracy for class: house is 56.0 %\n",
      "Accuracy for class: kangaroo is 42.0 %\n",
      "Accuracy for class: keyboard is 64.0 %\n",
      "Accuracy for class: lamp  is 48.0 %\n",
      "Accuracy for class: lawn_mower is 76.0 %\n",
      "Accuracy for class: leopard is 60.0 %\n",
      "Accuracy for class: lion  is 64.0 %\n",
      "Accuracy for class: lizard is 28.0 %\n",
      "Accuracy for class: lobster is 30.0 %\n",
      "Accuracy for class: man   is 27.0 %\n",
      "Accuracy for class: maple_tree is 56.0 %\n",
      "Accuracy for class: motorcycle is 87.0 %\n",
      "Accuracy for class: mountain is 75.0 %\n",
      "Accuracy for class: mouse is 37.0 %\n",
      "Accuracy for class: mushroom is 54.0 %\n",
      "Accuracy for class: oak_tree is 66.0 %\n",
      "Accuracy for class: orange is 86.0 %\n",
      "Accuracy for class: orchid is 69.0 %\n",
      "Accuracy for class: otter is 28.0 %\n",
      "Accuracy for class: palm_tree is 77.0 %\n",
      "Accuracy for class: pear  is 61.0 %\n",
      "Accuracy for class: pickup_truck is 64.0 %\n",
      "Accuracy for class: pine_tree is 61.0 %\n",
      "Accuracy for class: plain is 85.0 %\n",
      "Accuracy for class: plate is 61.0 %\n",
      "Accuracy for class: poppy is 64.0 %\n",
      "Accuracy for class: porcupine is 52.0 %\n",
      "Accuracy for class: possum is 36.0 %\n",
      "Accuracy for class: rabbit is 35.0 %\n",
      "Accuracy for class: raccoon is 56.0 %\n",
      "Accuracy for class: ray   is 40.0 %\n",
      "Accuracy for class: road  is 83.0 %\n",
      "Accuracy for class: rocket is 76.0 %\n",
      "Accuracy for class: rose  is 56.0 %\n",
      "Accuracy for class: sea   is 71.0 %\n",
      "Accuracy for class: seal  is 19.0 %\n",
      "Accuracy for class: shark is 48.0 %\n",
      "Accuracy for class: shrew is 43.0 %\n",
      "Accuracy for class: skunk is 71.0 %\n",
      "Accuracy for class: skyscraper is 78.0 %\n",
      "Accuracy for class: snail is 39.0 %\n",
      "Accuracy for class: snake is 52.0 %\n",
      "Accuracy for class: spider is 61.0 %\n",
      "Accuracy for class: squirrel is 29.0 %\n",
      "Accuracy for class: streetcar is 64.0 %\n",
      "Accuracy for class: sunflower is 79.0 %\n",
      "Accuracy for class: sweet_pepper is 48.0 %\n",
      "Accuracy for class: table is 48.0 %\n",
      "Accuracy for class: tank  is 70.0 %\n",
      "Accuracy for class: telephone is 62.0 %\n",
      "Accuracy for class: television is 67.0 %\n",
      "Accuracy for class: tiger is 62.0 %\n",
      "Accuracy for class: tractor is 64.0 %\n",
      "Accuracy for class: train is 61.0 %\n",
      "Accuracy for class: trout is 73.0 %\n",
      "Accuracy for class: tulip is 47.0 %\n",
      "Accuracy for class: turtle is 26.0 %\n",
      "Accuracy for class: wardrobe is 83.0 %\n",
      "Accuracy for class: whale is 62.0 %\n",
      "Accuracy for class: willow_tree is 44.0 %\n",
      "Accuracy for class: wolf  is 55.0 %\n",
      "Accuracy for class: woman is 29.0 %\n",
      "Accuracy for class: worm  is 58.0 %\n"
     ]
    }
   ],
   "source": [
    "show_all_class_acc(classes, testloader, net, device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "37015137-6e99-4720-aaa0-1146bb2f4e09",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f3e6bcd8-be18-43cf-afe4-4a35930a24cc",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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